{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Creating Linear Gaussian Bayesian Networks"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Similar to defining a Discrete Bayesian Network (BN), defining a Linear Gaussian BN also involves specifying the network structure and its parameterization.\n",
    "\n",
    "There are a few ways to define a Linear Gaussian BN in pgmpy:\n",
    "1. Load an example model from bnlearn repository (https://www.bnlearn.com/bnrepository/).\n",
    "2. Define the network manually.\n",
    "3. Generate a random network."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Load an Example Model\n",
    "\n",
    "pgmpy provides a method `pgmpy.utils.get_example_model` to quickly load any model from the bnlearn repository: https://www.bnlearn.com/bnrepository/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Imports\n",
    "from IPython.display import Image\n",
    "from pgmpy.utils import get_example_model\n",
    "\n",
    "# Load the model\n",
    "ecoli_model = get_example_model('ecoli70')\n",
    "\n",
    "# Visualize the network\n",
    "viz = ecoli_model.to_graphviz()\n",
    "viz.draw('ecoli.png', prog='dot')\n",
    "Image('ecoli.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Nodes in the model: ['asnA', 'icdA', 'lacA', 'lacY', 'lacZ', 'atpD', 'yheI', 'b1191', 'fixC', 'tnaA', 'ygcE', 'cspA', 'hupB', 'yfiA', 'cspG', 'pspA', 'pspB', 'yaeM', 'yecO', 'yedE', 'dnaK', 'mopB', 'eutG', 'ibpB', 'sucA', 'yceP', 'yfaD', 'cchB', 'ycgX', 'ygbD', 'yjbO', 'aceB', 'b1583', 'nuoM', 'ftsJ', 'nmpC', 'atpG', 'dnaJ', 'flgD', 'gltA', 'sucD', 'yhdM', 'dnaG', 'lpdA', 'b1963', 'folK'] \n",
      "\n",
      "Edges in the model: [('asnA', 'icdA'), ('asnA', 'lacA'), ('asnA', 'lacY'), ('asnA', 'lacZ'), ('icdA', 'aceB'), ('lacA', 'b1583'), ('lacA', 'lacY'), ('lacA', 'lacZ'), ('lacA', 'yaeM'), ('lacY', 'lacZ'), ('lacY', 'nuoM'), ('lacZ', 'b1583'), ('lacZ', 'mopB'), ('lacZ', 'yaeM'), ('atpD', 'yheI'), ('yheI', 'b1963'), ('yheI', 'dnaG'), ('yheI', 'dnaK'), ('yheI', 'folK'), ('yheI', 'ycgX'), ('b1191', 'fixC'), ('b1191', 'tnaA'), ('b1191', 'ygcE'), ('fixC', 'cchB'), ('fixC', 'tnaA'), ('fixC', 'yceP'), ('fixC', 'ycgX'), ('fixC', 'ygbD'), ('fixC', 'yjbO'), ('ygcE', 'asnA'), ('ygcE', 'atpD'), ('ygcE', 'icdA'), ('cspA', 'hupB'), ('cspA', 'yfiA'), ('yfiA', 'hupB'), ('cspG', 'cspA'), ('cspG', 'lacA'), ('cspG', 'lacY'), ('cspG', 'pspA'), ('cspG', 'pspB'), ('cspG', 'yaeM'), ('cspG', 'yecO'), ('cspG', 'yedE'), ('pspA', 'nmpC'), ('pspB', 'pspA'), ('yedE', 'lpdA'), ('yedE', 'pspA'), ('yedE', 'pspB'), ('yedE', 'yheI'), ('dnaK', 'mopB'), ('mopB', 'ftsJ'), ('eutG', 'ibpB'), ('eutG', 'lacY'), ('eutG', 'sucA'), ('eutG', 'yceP'), ('eutG', 'yfaD'), ('sucA', 'atpD'), ('sucA', 'atpG'), ('sucA', 'dnaJ'), ('sucA', 'flgD'), ('sucA', 'gltA'), ('sucA', 'sucD'), ('sucA', 'tnaA'), ('sucA', 'yfaD'), ('sucA', 'ygcE'), ('sucA', 'yhdM'), ('yceP', 'b1583'), ('yceP', 'ibpB'), ('yceP', 'yfaD'), ('ycgX', 'dnaG')] \n",
      "\n",
      "A subset of CPDs in the model: \n",
      "[<LinearGaussianCPD: P(aceB | icdA) = N(1.046*icdA + 0.132; 0.085) at 0x7f3343678740,\n",
      " <LinearGaussianCPD: P(asnA | ygcE) = N(0.798*ygcE + 0.349; 0.091) at 0x7f334210bef0,\n",
      " <LinearGaussianCPD: P(atpD | sucA, ygcE) = N(0.26*sucA + -0.725*ygcE + -0.04; 0.413) at 0x7f334210bbf0,\n",
      " <LinearGaussianCPD: P(atpG | sucA) = N(0.618*sucA + -0.891; 0.394) at 0x7f34713ca000,\n",
      " <LinearGaussianCPD: P(b1191) = N(1.273; 0.609) at 0x7f3342fd7650,\n",
      " <LinearGaussianCPD: P(b1583 | lacA, lacZ, yceP) = N(-0.246*lacA + 0.342*lacZ + 0.241*yceP + 1.382; 1.109) at 0x7f345e0fc440,\n",
      " <LinearGaussianCPD: P(b1963 | yheI) = N(1.038*yheI + 0.965; 0.377) at 0x7f345e0fc6b0,\n",
      " <LinearGaussianCPD: P(cchB | fixC) = N(0.618*fixC + 1.07; 0.641) at 0x7f345e0fc500,\n",
      " <LinearGaussianCPD: P(cspA | cspG) = N(0.289*cspG + -0.426; 1.537) at 0x7f345e0fc590,\n",
      " <LinearGaussianCPD: P(cspG) = N(2.026; 1.075) at 0x7f345e0fc800]\n"
     ]
    }
   ],
   "source": [
    "import pprint\n",
    "\n",
    "# Access attributes of the model\n",
    "nodes = ecoli_model.nodes()\n",
    "edges = ecoli_model.edges()\n",
    "cpds = ecoli_model.get_cpds()\n",
    "\n",
    "print(f\"Nodes in the model: {nodes} \\n\")\n",
    "print(f\"Edges in the model: {edges} \\n\")\n",
    "print(f\"A subset of CPDs in the model: \")\n",
    "pprint.pp(cpds[:10])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Defining the Model Manually\n",
    "Defining a network in pgmpy involves two steps:\n",
    "1. Define the network structure\n",
    "2. Define the parameterization, i.e. Linear Gaussian CPDs.\n",
    "\n",
    "And lastly, CPDs can be associated with the network. Taking an example of the Cancer network from the bnlearn repository as shown below."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image(\"images/cancer.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pgmpy.models import LinearGaussianBayesianNetwork\n",
    "from pgmpy.factors.continuous import LinearGaussianCPD\n",
    "\n",
    "# Step 1: Define the network structure.\n",
    "cancer_model = LinearGaussianBayesianNetwork(\n",
    "    [\n",
    "        (\"Pollution\", \"Cancer\"),\n",
    "        (\"Smoker\", \"Cancer\"),\n",
    "        (\"Cancer\", \"Xray\"),\n",
    "        (\"Cancer\", \"Dyspnoea\"),\n",
    "    ]\n",
    ")\n",
    "\n",
    "# Step 2: Define the CPDs.\n",
    "cpd_poll = LinearGaussianCPD(variable=\"Pollution\", beta=[0], std=1, evidence=[])\n",
    "cpd_smoke = LinearGaussianCPD(variable=\"Smoker\", beta=[0], std=1, evidence=[])\n",
    "cpd_cancer = LinearGaussianCPD(\n",
    "    variable=\"Cancer\",\n",
    "    beta=[0, 0.2, 0.4],\n",
    "    std=1,\n",
    "    evidence=[\"Pollution\", \"Smoker\"],\n",
    ")\n",
    "cpd_xray = LinearGaussianCPD(\n",
    "    variable=\"Xray\",\n",
    "    beta=[0, 0.3],\n",
    "    std=1,\n",
    "    evidence=[\"Cancer\"],\n",
    ")\n",
    "cpd_dysp = LinearGaussianCPD(\n",
    "    variable=\"Dyspnoea\",\n",
    "    beta=[0, 0.5],\n",
    "    std=1,\n",
    "    evidence=[\"Cancer\"],\n",
    ")\n",
    "\n",
    "# Step 3: Add the CPDs to the model.\n",
    "cancer_model.add_cpds(cpd_poll, cpd_smoke, cpd_cancer, cpd_xray, cpd_dysp)\n",
    "\n",
    "# Step 4: Check if the model is correctly defined.\n",
    "cancer_model.check_model()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Generating a Random Model\n",
    "pgmpy offers methods to:\n",
    "1. Generate a completely random network\n",
    "2. Given a network structure, generate random CPDs.\n",
    "\n",
    "### Generate a completely random model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAcsAAAD7CAYAAAAFD79eAAAABmJLR0QA/wD/AP+gvaeTAAAgAElEQVR4nOzdd1SU19YG8GcKHaQKKKhERUAQooJYAY3GTow9imI3uVFjotGoMZpqiRqTXI3lGo2CBRV7EDtFsc2gSMcGCohIkerAzOzvDz+IGlSUmTlT3t9aWeteyjkP24E9bzuHR0QEDofD4XA4L7OXzzoBh8PhcDjqjmuWHA6Hw+G8BtcsORwOh8N5DSHrAJqgsLAQubm5KC4uRmVlJSQSCSoqKiAUCmFmZgaBQAALCwvY2dnBzs4OAoGAdWSOGpLJZMjLy0NeXh6Ki4shk8lQWloKqVQKY2NjGBgYwMjICBYWFmjSpAmsrKxYR9YqXP3Z0vT6c83y/xERkpOTIRaLkZiYiMTERKSlpSE7OxtPnjyp9zgCgQB2dnZo2bIlPDw84OHhAU9PT/j4+MDQ0FCJPwFHXVRWVuLKlStISEhAYmIikpKScOvWLTx8+BAymaze4xgaGsLR0REuLi7w8PCAu7s7OnTogLZt24LH4ynxJ9BsXP3Z0tb683T5btjMzEwcOXIEZ86cQUxMDB49egQDAwO4ubnB3d0dbm5uaNasGZo0aYKmTZvCysoKhoaGMDAwgLGxMaqrq1FWVga5XI7CwkLk5eUhJycHOTk5SEtLQ3JyMhITE1FYWAgDAwN06tQJAQEBGDBgAHx9fblfOC0hl8tx6dIl/P333zh37hyuXLkCiUQCKyur2l9yFxeX2teRnZ0drKyswOfzYWZmBqFQiIqKCkgkEjx58gSFhYXIyclBbm4u7t27h+TkZCQlJSElJQVVVVVo3LgxevTogZ49eyIwMBDNmzdnXQKmuPqzpSP136tzzTI7Oxt//fUXwsPDIRKJYG5uDn9/fwQEBMDPzw9eXl4QChV7wJ2ZmYmoqChER0fj7NmzuH37NhwcHDBkyBCMHTsWXbp0Ueh8HNU4f/48QkNDcejQIeTk5KBVq1YICAiAv78//P39Ff5LLJVKce3aNURHRyMqKgpRUVEoKSlBx44dMWzYMIwfPx5NmzZV6JzqjKs/WzpW/70gHSCXyykyMpKGDBlCQqGQbGxsaNq0aRQREUESiUTleRISEujbb78lT09PAkBeXl60fv16Ki0tVXkWzpspLS2ldevWUbt27QgAeXp60rfffksJCQkqzyKRSCgiIoKmTZtGNjY2JBQK6cMPP6QTJ06oPIuqcPVnS4frH6b1zfLkyZPk4+NDAKhjx460ceNGqqioYB2r1tWrV2natGlkYmJC1tbWtGTJEiouLmYdi/OC0tJSWrt2Ldnb25OhoSGNGDGCTp48yTpWLYlEQmFhYdS7d2/i8Xjk6elJYWFhJJfLWUdTCK7+bHH11+JmefHiRfL29iYej0dDhgyh+Ph41pFeKT8/nxYsWEBmZmZkY2NDGzZsIJlMxjqWzpPJZLR+/XqytramRo0a0ddff00FBQWsY72SSCSiwMBA4vF41KlTJ7p8+TLrSG+Nqz9bXP1raV+zLCoqounTpxOfz6eePXuqfZN80aNHj2jOnDmkp6dHnTp1IpFIxDqSzhKJROTj40N6eno0d+5ctf8j8SKxWEwBAQHE5/Pp448/pqKiItaR3ghXf7a4+j9Hu5plbGwsNW/enOzt7SkkJIR1nAa5ceMG9ejRg/T09GjlypVaczpHE8jlclqxYgXp6emRn58fJSYmso701uRyOe3YsYPs7e2pRYsWdP78edaRXourP1tc/eukPc1y2bJlJBQKadCgQZSfn886jkI8+6Lt16+fxr0z1USFhYX0/vvva92blPz8fBo4cCAJhUJauXIl6zgvxdWfLa7+L6X5zVIqldK0adNIIBDQL7/8ojX/uM+6ePEiOTo6koeHB927d491HK2VlZVF7u7u1KxZM42+zvQycrmcVq9eTQKBgD755BOSSqWsIz2Hqz9bXP1fSbObZXV1NX344YdkbGxMhw4dYh1HqZ59Id+8eZN1HK2TkZFBjo6O1K5dO7p//z7rOEp14MABMjIyouHDh1N1dTXrOETE1Z81rv6vpbnNUi6XU3BwMJmYmFBsbCzrOCpRWFhI3t7e1KpVK3rw4AHrOFojJyeHWrZsSZ06ddKZU93R0dFkbGxMkyZNYn42hqs/V39Ve4v6a26zXLRoEenr69Px48dZR1Gphw8fUps2bahDhw5UWVnJOo7GKy8vJy8vL3J1ddWaa931dezYMdLT06MlS5Ywy8DVn6s/K29Yf81slqdOnSI+n0+bN29mHYWJW7dukYWFBX366aeso2i8jz/+mCwtLenu3busozCxYcMG4vP5dPbsWSbzc/Xn6s/SG9Rf85plYWEhNW3alEaOHMk6ClN79uwhHo9HR48eZR1FYx0+fJh4PB7t27ePdRSmhg8fTo6Ojio/BcfV/ymu/mzVs/6a1yznzJlDtra2OnNu/VU++ugjcnZ2pqqqKtZRNI5EIqFWrVrR2LFjWUdhrrCwkBo3bkxffvmlyubk6v8Prv5s1bP+mtUsb9++TQYGBrRu3TrWUdTC3bt3ydDQkH7//XfWUTTOL7/8QkZGRpSVlcU6ilr47bffyNDQUGWn47j6P4+rP1v1qH+YRm3R9cUXX+DgwYNIS0uDnp4esxzJycnYt28fLCwsMGvWLGY5AOCzzz7DkSNHcPPmTfD5fKZZNIVcLsc777yD4cOHY/Xq1UwyyGQybNu2DSdPnkRlZSXeffddzJgxA40bN2aSp6qqCs7Ozhg1ahRWrlyp1LnUof4AUFRUhDVr1kAkEsHV1RXz58+HnZ0dkyy6Vv/Q0FBs3ry5zs/99ttv8PT0VGmeetRfc7boqqqqosaNG9P333/PNMe4ceOIx+MRAJo+fTrTLEREKSkpBIBOnz7NOorGiIyMJACUkpLCZH65XE7jxo2jxYsX07Fjx2jNmjVkY2NDVlZWlJSUxCQTEdGSJUvIzs5O6af1WdefiOjBgwfk6upKgwcPpqNHj9L48ePJ0dGR6ZGWLtXf19eXAPzrPxsbG2bPnr6m/ppzGjYiIoJ4PB7z0wZ5eXn04MEDEgqFatEsiZ6+8CZPnsw6hsaYOHEidenShdn8UVFRdOzYsec+FhcXRwBo0qRJjFI9Pa3P4/EoMjJSqfOwrj8R0ahRo6h58+a12/XJZDJydXWlvn37MsukK/W/ffs2eXh40I4dO+j06dN09uxZOnv2LG3YsIE+/vhjZrleU/8wjTlvFxMTAxcXFzRr1oxpDltbW9jZ2cHExIRpjmf17t0bsbGxrGNojJiYGPTp04fZ/C4uLhgwYMBzH+vcuTMsLCyYXl5o0aIFWrdurfTXEuv65+bmIiwsDEOGDIGRkREAgM/nY8iQIYiMjERycjKTXLpS/5SUFMTExCAoKAi9evVCQEAAAgICcPv2bYwePZpZrtfVX2Oa5cWLF9GlSxfWMdRS165dkZ6ejoKCAtZR1N6jR49w69Ytpq+luq6LlZeXo6ysDCNGjGCQ6B9du3ZFXFyc0sZXh/pHRkaCiNCmTZvnPv7uu+8CAM6dO8cg1VO6UP8BAwbAwsLiuY/JZDKcPXsWPXr0YJTqqVfVX2Oa5d27d+Hi4sI6hlpq06YNiAhZWVmso6i9zMxMEJHavZb279+PgIAAvPfee0xztGnTBnfv3lXa+OpQ/5rfkxdvprK0tHzu8yzoQv3rEhkZie7duzO/SfFV9deYZllQUABra2vWMdRSTV0ePXrEOIn6q6mROr2WKioq8Ouvv+KPP/5gHQXW1tZKPUOhDvUvLS0F8E9zrFHzh1omk6k8Uw1dqH9dtm3bho8++oh1jFfWX2OaZUVFRe31Bc7zaq6flpeXM06i/iorKwFArV5LM2fOxE8//YTWrVuzjgJTU1Olvo7Uof41TfLx48fPfbymibJ6fAfQjfq/qKioCMnJyfDx8WEd5ZX115hmaWlpiaKiItYx1FJhYSEAwMrKinES9Vfzh1JdXksrVqxA//790bdvX9ZRADw9g6PM15E61L99+/YAgOzs7Oc+XnP6tUOHDirPVEMX6v+inTt3YsiQIaxjAHh1/TWmWdrY2CA/P591DLVUUxcbGxvGSdRfzekndXgtbd26FR07dsTw4cNrP5aYmIjTp08zy5Sfn6/UU3TqUP9evXrB1tYWkZGRz338/PnzaNy4Mfz9/Rkl0436v0hdTsECr66/xjRLd3d3xMfHs44BACAiVFdXo7q6mnUUAIBYLIaBgQFatWrFOorac3Z2hqGhIfPX0vLly7Fy5Ur88MMPtbfOd+rUCR06dICbmxuzXGKxGO3atVPa+OpQfwMDA/z00084deoUrl27BgC4fPkyDh48iOXLlzN9fEcX6v+spKQkSCQSuLu7s44C4NX115hmWXNLLzFenW/9+vVwdXVFRUUFtm/fjs6dO+PmzZtMM8XFxcHb2xsGBgZMc2gCAwMDtG/fHhcuXGCWYeHChViwYAFSU1MRFRVV+9+VK1fg7u6Opk2bMslFREp/REsd6g8AkydPxqJFi+Dv749OnTqhb9++WLFiBSZNmsQsky7Vv8bWrVuZPlv5rNfVX2PWhr1x4wY8PT0RExOD7t27M8tx69Yt3Lt377mPeXt7w9TUlEkeqVSKFi1aYMqUKfj222+ZZNA0ixcvxrZt23D37l0IBAKVz3/58mVUVFTU+Tl7e3u4urqqONFTUVFRCAgIwI0bN+Dh4aG0eVjX/1n5+fm4c+cOXF1d0ahRI6ZZdLH+YrEYLVu2/Ndzlyy8pv6aszYsEVH79u1p4sSJrGOolZo96W7evMk6isa4desW8Xg8ioiIYB1FrYwbN458fHyUPg9X/7px9WfrNfXXnOXuAGDKlCnYs2cPcnJyWEdRG2vXrkWvXr2465VvoGXLlvDz88Mvv/zCOorauH//Pvbt24cpU6YofS6u/v/G1Z+tetVflZ27oSorK6lFixY0ZcoU1lHUwt9//00AKCYmhnUUjRMVFUUAlL5otaaYMGECOTk50ZMnT1QyH1f/53H1Z6se9decXUdq7NixgwQCAV26dIl1FKYqKiqobdu29MEHH7COorEGDx5M7u7uVFlZyToKU3FxcSQQCCg0NFSl83L1f4qrP1v1rL/mNUu5XE4DBw6kVq1a0ePHj1nHYeaTTz4hCwsLunPnDusoGisrK4ssLS1p5syZrKMwU1paSs7OztS3b1+Sy+UqnZurP1d/1t6g/prXLImIcnNzydbWlkaMGEEymYx1HJULDQ0lHo9HYWFhrKNovF27dhGPx6Pdu3ezjqJyMpmMhg4dSvb29vTgwQMmGbj6c/Vn5Q3rr5nNkojo7NmzZGBgoHPviiIjI0lfX5/mzp3LOorWmD17NhkYGNCpU6dYR1GpTz75hAwNDSk6OpppDq7+XP1ZeMP6a26zJCLat28fCQQCmjdvnspPYbBw8uRJMjU1pXHjxunEz6sqMpmMxo4dS2ZmZnTmzBnWcZROLpfTnDlzSCAQ0IEDB1jH4erPGFf/etHsZkn09IYfPT09GjduHFVVVbGOozQhISGkr69PY8aM0eqfk5WqqioaPXo0GRgY0K5du1jHURqJREJjxowhfX19ld9Q8ipc/dni6v9amt8siZ6emjQzM6Pu3btTZmYm6zgKVVVVRV9++SXxeDyaO3cud0SpRDKZjL744gvi8Xg0f/58rXtTcvfuXeratSs1atSITp48yTrOv3D1Z4ur/ytpR7MkIrpx4wa1bduWrKysaN++fazjKERGRgb5+vqSiYkJbd26lXUcnbFlyxYyMTGhzp07a83KSHv37iVLS0tyd3enxMRE1nFeias/W1z966Q9zZKIqLy8nKZOnUoAKDAwUGMfq6isrKSlS5eSoaEheXl5UUpKCutIOic5OZm8vLzIyMiIvvvuO5U9LK5ot2/fpkGDBhEAmjZtGlVUVLCOVC9c/dni6v8v2tUsa5w5c4bc3NzI2NiYFixYQPn5+awj1YtUKqW//vqLWrVqRWZmZrRq1SqtOxWiSaqqqmjlypVkampKrVu3ph07dpBUKmUdq14ePnxI8+fPJyMjI2rbti2dPXuWdaQ3xtWfLa7+z9HOZkn09B969erVZGtrS6ampvTVV1/RvXv3WMeqU0VFBW3ZsoWcnZ1JKBTSxIkT6f79+6xjcf7fvXv3KDg4mIRCIbm4uNDWrVvVdtWTrKws+vLLL8nU1JRsbW3pl19+0fg3XFz92eLqT0Ta3CxrlJWV0c8//0z29vYkEAgoMDCQjh49qhYv4Bs3btDs2bPJ0tKS9PX1acKECVpzjUAbZWRk0IQJE0hfX5+srKxo9uzZanH9qaqqio4cOUKDBw8mgUBA9vb2tGrVKiovL2cdTaG4+rOl4/XX/mZZQyKR0J49e6hnz57E4/HIysqKgoOD6dChQ1RaWqqSDFKplK5cuUILFy6k1q1bEwBq2bIlLVu2jNkKHpw39+DBA/rpp5/onXfeIQDUunVrWrRoEV25ckVlp6lKSkro0KFDFBwcTI0aNSIej0fvvfcehYWFkUQiUUkGVl6sv6urK9P6W1lZcfXX/vqHaczmz4p0584dhIeHIzw8HBcvXgSfz0eHDh3Qo0cP+Pr6wsPDA87OzhAKhQ2aJzs7G0lJSRCJRIiNjUVsbCxKSkrg5OQEPp8PuVyO69evM990lvN2SkpK4OXlBT6fD5lMhszMTJibm6N79+7o3r07OnToAA8PDzRt2rRB80ilUmRkZCAxMREXL15ETEwM4uPjIZfL4e3tjevXr2P8+PHYtGmTgn4yzSCXy3H+/HmEh4fjwIEDTOrfpUsXDB06FEOHDoWTk5NifjANoWP136uTzfJZeXl5iIqKQkxMDM6dO4eUlBTIZDLo6+ujTZs2aN68Oezt7eHo6IhGjRrBzMwMQqEQZmZmkEgkqKiogEQiwePHj5GXl4f79+/jwYMHSEtLQ1FREQDAwcEB3bt3h5+fH/z8/ODh4YHc3Fx07NgRvr6+CA8PB4/HY1wJzpsgIowePRrnzp2DSCSCo6MjEhMTERUVhejoaMTGxtbuu2plZYU2bdrA3t4ezZo1g62tLczNzWFgYABjY2MYGBigtLQUUqkUpaWlKCkpwb1795CXl4esrCykp6ejqqoKQqEQbm5u8Pf3r30t2dnZYdeuXRg7dix2796NkSNHMq4MO6zqz3lKy+vPNcsXPXnyBCkpKUhKSsKWLVsgEAggFAqRnZ2NkpISlJaWorq6GmVlZbVN09DQEGZmZrCzs4ODgwPs7e3h7OwMd3d3eHh4wNraus65zp49i/fffx/Lly/HnDlzVPyTchpi1apV+OqrrxAREYE+ffrU+TUFBQW4ceMGkpKScPPmTTx48ABxcXEAAIlEAolEgvLyclRVVcHU1BR6enowMzNDo0aNal9Hjo6OcHV1hbu7O9q2bQsDA4M655o1axa2bt2Kixcvwt3dXWk/tyapq/7Z2dnIy8tDSUmJQuvP+Tctq/9enblm+aaqq6vJ3Nyc1q1bV+fnN23aRObm5g2e5+effyaBQMBtwqpBzpw5Q0KhkFatWvVG3/f48WPi8/l06NAhhWeqqqoiPz8/cnZ2puLiYoWPz+HouDA+qzat7uLi4vD48WO8//77dX7e2toaJSUlqK6ubtA8c+fOxbBhwzBu3Djcv3+/QWNxlC83Nxdjx47F4MGD8cUXX7zR99ZcZ+nQoYPCc+np6SEsLAwVFRUYN24ciDthxOEoFNcsX+LEiRN455130Lp16zo/b2NjAyJCYWFhg+fasmULGjdujGHDhkEikTR4PI5yVFdXY8SIEWjUqBG2bdv2xteZRSIRbG1t4ejoqJR8dnZ22Lt3LyIjI7Fs2TKlzMHh6CquWb5EZGQk+vXr99LP11yHLCgoaPBcpqamOHDgANLS0vDZZ581eDyOcsyYMQMJCQk4cODAW93BHB8fj44dOyoh2T+6dOmCVatWYfHixYiIiFDqXByOLuGaZR0KCgogEoleegoWeHpkCQCPHj1SyJzOzs7Yvn07Nm3ahC1btihkTI7i7NixA5s3b8bWrVvh5ub2VmOIRCKlnIJ90cyZMzF+/HgEBQXh9u3bSp+Pw9EFXLOsw6lTp8Dn89GzZ8+Xfo2VlRV4PJ5CjixrBAYG4quvvsKMGTNw9epVhY3LaZhr165h+vTpWLBgAYYNG/ZWY5SXlyM9PV0lzRIA1q9fDycnJwwdOhQVFRUqmZPD0WZcs6zDiRMn0LlzZ5ibm7/0a/T09NCoUSOFHVnW+OGHHxAQEIBhw4YpfGzOmyssLMTQoUPRtWtXfPfdd289zrVr1yCTyZR+GraGkZER9u/fj/v372P69OkqmZPD0WZcs6zDyZMnX3kKtoa1tbVCjywBgM/nIzQ0FEKhEKNHj4ZMJlPo+Jz6k8vlGDt2LGQyGXbv3g2BQPDWY4lEIlhbW6NFixYKTPhqTk5O2LVrF3bt2oUNGzaobF4ORxtxzfIFSUlJuHfvHrNmCTw9xRseHo64uDgsXrxY4eNz6mfRokU4d+4c9u/fX3uN+m2JxWKVnYJ9Vp8+fbB48WLMmjULsbGxKp+fw9EWXLN8QWRkJCwtLeHt7f3ar7WxsVHaqVIvLy9s3LgRy5cvx759+5QyB+flDh8+jBUrVmDdunX1ei28jlgsVtkp2BctXrwY77//PkaOHInc3FwmGTgcTcc1yxecOnUKvXv3rtcptyZNmij1j09QUBCmTZuGSZMmITk5WWnzcJ6Xnp6O8ePHY/r06Zg0aVKDx6usrERKSgqTI0vg6an9kJAQmJiYYMSIEQ1eSIPD0UVcs3xGVVUVYmJi0Lt373p9vaOjo9JX3fn999/h6emJoUOHoqSkRKlzcYCysjIMHToUrq6uWLt2rULGvH79OqRSKbNmCQAWFhYIDw/HtWvXsGDBAmY5OBxNxTXLZ1y6dAllZWV477336vX1Dg4OSm+Wenp62Lt3L0pKShAcHMwtY6ZERITJkycjPz8f+/btU9iizWKxGObm5mjZsqVCxntb7dq1w+bNm7FmzRqEhYUxzcLhaBquWT7j9OnTaN68OVq1alWvr3d0dMTjx49RWlqq1FxNmjRBaGgojh49ijVr1ih1Ll22evVq7N+/HyEhIQpdkq7meqU6bMP20UcfYcaMGZg8eTKSkpJYx+FwNAbXLJ9x+vTpl263VJeaP6iqWAC9Z8+eWLZsGebPn48TJ04ofT5dc/bsWSxYsAArVqx4o9dAfahq5Z76Wr16NTp06IAPP/wQjx8/Zh2Hw9EIXLP8f+Xl5bh8+XK9T8EC/zTLe/fuKSvWc7gdSpSjITuJvE5VVRWSk5PVqllyO5RwOG+Oa5b/Lzo6GtXV1a9c4u5FVlZWMDU1VWnj4nYoUayG7iTyOgkJCaiqqmL22MjLcDuUcDhvhmuW/+/06dNwd3eHvb39G32fKm7yeRa3Q4liNXQnkdcRiUQwNTV96VZvLHE7lHA49cc1y/93+vTpNzoFW8PR0RHZ2dlKSPRy3A4liqGInURep2blHj5fPX/VuB1KOJz6Uc/fYBUrKChAQkLCWzdLFtcPuR1KGkYRO4nUB8uVe+qL26GEw3k9rlkCOHPmDPh8Pvz8/N74e1k1S4DboeRtKWonkdeprq5GYmKiWt3cUxduhxIO5/W4Zomnp2C9vb1fuSXXy7Ro0QJ37txRQqrXq9mhRCAQcDuU1JMidxJ5ncTERDx58kTtmyXw/A4lGzduZB2Hw1E7XLPE02fs3uYULPD0+mFpaSmzBaqf3aHkm2++YZJBk3z99dcK20nkdcRiMYyNjeHi4qLUeRSlT58++PrrrzFz5kxuhxIO5wU63yxzc3ORnp6OgICAt/r+Nm3aAHi6+DYr7777LjZu3Ihly5ZxO5S8wuHDh7F8+XKF7STyOmKxGO+++65Sj14V7ZtvvuF2KOFw6qDzzfLcuXPQ09NDly5d3ur7mzZtCjMzM6bNEuB2KHkdRe8kUh+acHPPi7gdSjicuul8s4yKioK3tzdMTEzeegxnZ2dkZGQoMNXb4XYoqZsydhJ5HZlMhoSEBI24XvkibocSDuffuGYZFQV/f/8GjdGmTRvmR5YAt0NJXZS1k8jrJCcno6KiQiObJcDtUMLhvEinm+XDhw+RlpamNc0S4HYoeZGydhJ5HbFYDENDQ6UtdqAK3A4lHM4/dLpZRkVFQSAQoGvXrg0ax9nZGbdu3YJUKlVQsoZ5doeSkydPso7DjDJ3EnkdsVgMLy8v6OnpqXReReN2KOFwntL5Ztm+ffsGrwnapk0bVFVVITMzU0HJGm7OnDkYNmwYgoKCdHKHEmXuJFIf6rYt19t6doeS8ePHc6f2OTpL55tlQ0/BAqh9jk5dTsUCAI/H09kdSpS9k8jryOVyXL9+XSuaJfDPDiXHjx/ndijh6CydbZaFhYVITk5WSLM0NzeHra2tWjVLQHd3KFH2TiKvk5aWhrKyMo17bORVuB1KOLpOZ5tlVFQUAKB79+4KGa9NmzZq8fjIi3RthxJV7CTyOiKRCPr6+nB3d2cyv7JwO5RwdJlON0svLy9YWFgoZDw3Nze1vWNQV3YoUdVOIq8jFovRrl076OvrM8ugLNwOJRxdpbPNMjo6+q12GXkZT09PJCQkKGw8RdP2HUpUtZNIfWjiyj31xe1QwtFVOtksS0tLkZCQgB49eihsTE9PTxQWFuLevXsKG1OR6rNDSWhoqFovb1ZdXY3Q0NB/fVyVO4m8DhHh2rVrWnNzT11et0NJRUUFt5ABR/uQDjp58iQBoPv37ytszKKiIuLxeHT06FGFjakM8fHxZGxsTAsXLqz92JMnT2jq1KkEgCIiIhime7WIiAgCQFOnTqUnT57UfnzBggVkaGhIV65cYZjuqbS0NAJAly9fZh1F6ZYsWUJ6enoUExNT+7GbN2+Sm5sbmZubk0QiYZiOw1GoMJ1slt999x21aNFC4eM2b96cfvzxR4WPq2g7duwgHo9He/fupaysLOrQoQMJhczLPZ4AACAASURBVEISCAQ0fvx41vFeKjg4mAQCAQkEAmrfvj1lZWXRoUOHiMfj0ZYtW1jHIyKiXbt2kZ6eHlVWVrKOonQymYwGDhxITZo0oZycHDp69CiZmpqSUCgkAGr/xpHDeQNhPCLde8p4wIABsLCwwM6dOxU6bmBgIIyNjbF7926FjqsMH3/8MUJCQqCvr4+ysrLa06/GxsYoKCiAoaEh44TPk0gksLa2Rnl5OYCnD8sbGRlBKpVi3Lhx2LBhA+OET82bNw8nT55EfHw86ygqUVRUBB8fHwgEAmRkZIDH40Eul0NPTw+jRo3Cjh07WEfkcBRhr85dsyQiXLp06a235HoVLy8vXLt2TeHjKoOnpycqKytRUlLy3HXKyspKREZGMkxWt4iIiOfuvqyurkZZWRkqKyvRrFkztVlZRltW7qkvgUAAR0dH3Lx5E0QEuVwO4Om/z/79+1FZWck4IYejGDrXLFNTU1FYWKiUZunt7Y309HQUFxcrfGxFKSsrw4gRIzBjxgzI5fJ/3egjEAiwa9cuRulebteuXRAKhc99TC6Xg4jwzTffYPDgwczXLiUduLnnWdevX0e7du1w4cKF2ib5rCdPnuD48eMMknE4iqdzzTIuLg5GRkbw9PRU+NidOnUCEUEkEil8bEVIS0tDhw4dcOjQoZceiUmlUhw+fFitnqGrqKjAkSNHXnqnrlwuR2RkJHx8fJCWlqbidP+4c+cOCgsLtfaxkWeFhITA19cXOTk5L/13Udc3XhzO29DJZunt7a2UB8abNGkCBwcHXLlyReFjK0J4eDhu37792lOWT548wbFjx1SU6vWOHTuGJ0+evPbrbt++jfDwcBUkqptIJIJAIFDKGzF1Ulpaim3btkEikdT5CFINqVSKI0eO1F5n5nA0mU42y4ZuyfUqPj4+atssFyxYgPj4eHh5eYHPf/k/vUAgUPjNTw2xc+fOVz47yefz4erqikuXLmHBggUqTPY8sVgMNzc3GBsbM8ugCmZmZjh16hTCwsLQqFGjf50ef5ZEIsGRI0dUmI7DUQ6dapYlJSVISUlRyvXKGurcLAGgXbt2uHz5Mv744w8YGRnV+YdOKpXi77//RklJCYOEzystLcXff/9d516hQqEQBgYG+Omnn3Dt2jXmpz+1eeWeuowYMQLp6ekYNWoUANT5Bkzd3nhxOG9Lp5plXFwc5HI5fH19lTaHj48P7t27h9zcXKXN0VB8Ph/Tpk1DRkYG+vfvDwD/2saq5tolawcPHvxXo+TxeODxeAgICEBqairmz5/PdNWeGvHx8Wjfvj3rGCpla2uLkJAQ/P3337C3t//Xmy+pVIrjx48zv/mKw2mol58/0UJxcXFo2bIl7O3tlTaHr68vBAIBLly4wHQx7/pwcHDA4cOHsXfvXnz88ccoLS2tvVmDx+Nh586dCAoKqtdYlZWVyMnJQUFBAUpKSiCXy2v/QJqbm4PP56NRo0awtrZG06ZNYWRkVK9xd+7c+Vwj19PTg6GhIVatWoVp06a94U+sPFlZWcjPz9epI8tn9e/fHxkZGfjuu+/w888/g8fj1V7PlMlkOHToEMaPH1+vsQoLC5Gbm4vi4mJUVlZCIpGgoqICQqEQZmZmEAgEsLCwgJ2dHezs7NTijRJH++nUogQDBw6EhYVFneuLKlL79u3Rs2dPrFmzRqnzKFJRURHmzZuHLVu2gM/nQyaTQSAQ4OHDh7Cysqr9ury8PFy8eBFJSUm4ceMGUlJSkJWVhaKiojeaz9LSEs2bN0fbtm3Rrl07uLu7w9fXF3Z2drVfU1xcjMaNG0MqlUIgEEAmk2HYsGH4448/0LhxY4X97Ipw4MABDB8+HMXFxTAzM2Mdh6n4+HgEBwcjOTm59nXUu3fv5x4jISIkJydDLBYjMTERiYmJSEtLQ3Z2dr1u5qohEAhgZ2eHli1bwsPDAx4eHvD09ISPj4/aLazB0Wh7derIUiwW48svv1T6PN27d0dsbKzS51EkS0tLbN68GSNGjMDkyZORk5MDmUyGPXv2oHHjxjh16hSioqKQmpoKHo8HJycnuLu7o3///mjRogUcHBzQtGlTNG7cGGZmZuDxeLXbnxUXF4OIUFJSgvz8fOTm5iI7OxuZmZlITEzE5s2bcffuXRAR3Nzc4Ofnhz59+uDhw4eQSqXg8Xho0qQJtmzZgvfff59xpeomFovRpk0bnW+UwNM3iyKRCCtXrsR3332H6upqnDp1CtevX0dMTAzOnDmDmJgYPHr0CAYGBnBzc4O7uzsmTpyIZs2aoUmTJmjatCmsrKxgaGgIAwMDGBsb1y5EIZfLUVhYiLy8POTk5CAnJwdpaWlITk5GWFgYCgsLYWBggE6dOiEgIAADBgyAr6/vvy41cDhvQmeOLO/fv49mzZrh7NmzCAgIUOpcu3fvxrhx41BYWKiRfzwLCwsRFBSE48eP114f9PX1hZ+fH/z9/dGtWzeF/1wlJSU4f/48oqOjERUVhcuXL4OIQETo378/QkJCYGlpqdA5FWngwIGwtLRESEgI6yhqJTo6GuPGjUNWVhaAp6fk/f39ERAQAD8/P3h5eb3ybtq3kZmZiaioKERHR+Ps2bO4ffs2HBwcMGTIEIwdO1apN/hxtNZenVlIvWbB7aKiIqXPdf/+fQJAJ0+eVPpcipSRkUFz5swha2tr0tPTo+7du1PLli0pOTlZ5VlSUlKoRYsW1LVrV9LT0yMbGxuaO3cu3bx5U+VZ6sPe3p5Wr17NOoZakMvlFBkZSUOGDCGhUEg2NjYUEBBAfn5+THYiSUhIoG+//ZY8PT0JAHl5edH69euptLRU5Vk4Gkt3dh1ZsmQJOTs7q2w+JycnWrJkicrma4hbt27RtGnTSCgUkoODA82fP5+ysrKIiKi6upoKCgpUnqmgoICqq6uJiCg3N5eWL19OTk5OxOfzacSIEZSamqryTC9T8+bo7NmzrKMwd/LkSfLx8SEA1LFjR9q4cSNVVFQQEVFeXh7jdERXr16ladOmkYmJCVlbW9OSJUuouLiYdSyO+tOdZjl48GAaNWqUyuYbP348+fv7q2y+t5Gfn0+TJ08mgUBAbm5uFBoaSjKZjHWsl5JKpbRjxw5ycXEhgUBAU6dOpUePHrGORYcPH1bZWQt1dfHiRfL29iYej0dDhgyh+Ph41pFeKT8/nxYsWEBmZmZkY2NDGzZsUOvXPoc53WmWDg4OtHz5cpXN99dff5G+vj6VlZWpbM76ksvltHnzZrK2tiYHBwcKCQnRqD8UUqmUtm/fTk2bNiVra2v63//+R3K5nFkeVZ+1UCdFRUU0ffp04vP51LNnT7Vvki969OgRzZkzh/T09KhTp04kEolYR+KoJ91olg8ePFD5NcTc3Fzi8XgUERGhsjnrIz8/nwYNGkRCoZA+//xzKikpYR3prT1+/Jhmz55NQqGQBg8ezOwoU9VnLdRFbGwsNW/enOzt7SkkJIR1nAa5ceMG9ejRg/T09GjlypVM33xx1JJuNMtjx44RAMrPz1fpvO7u7jRnzhyVzvkq58+fJwcHB2rRogXFxsayjqMwMTEx1Lx5c3J0dKS4uDiVz+/g4EArVqxQ+bwsLVu2jIRCIQ0aNEjlv1fKIpfLacWKFaSnp0f9+vXT6dPqnH8J04nl7sRiMZycnGBjY6PSefv06YNTp06pdM6XOXjwIHr37o0OHTogPj4e3bp1Yx1JYbp37167QPx7772n0mX68vLykJ2drTMr98hkMkyfPh1ff/01fv75Zxw+fFjlv1fKwuPxMG/ePMTExCAxMRE9evTA/fv3WcfiqAmdaJbx8fFMNuTt3bs3EhIS8ODBA5XP/axt27Zh+PDhmDBhAg4cOKDWzyu+LSsrKxw6dAhBQUEYOnQotm/frpJ5RSIReDyeTqwJK5VKMWLECISEhCA8PByzZ8/Wygf9fX19ceHCBRARunbtilu3brGOxFEDOtEsRSIRk2bp7+8PPT09nD59WuVz1zh48CCmTJmCr776CuvXr9fqdTQFAgE2btyIL7/8EpMnT1bJ1lA1Zy2eXRJQGxERpkyZghMnTuDEiRMIDAxkHUmpmjVrhpiYGNjZ2aFv377Iy8tjHYnDmNY3y8LCQmRlZTFplqampvDz88PRo0dVPjcAXLp0CR999BGmTZuGH374gUkGFpYtW4ZJkyZh1KhRSt8uTVe25Vq8eDF27dqF/fv3a9Up/FextLTE33//DYFAgAEDBrzRmrUc7aP1zVIkEoGImJ0mGzx4MCIiIlBVVaXSeUtKSjBmzBj07NkT//3vf1U6tzpYv349evTogTFjxqC0tFRp87A6a6FKp0+fxrJly7Bu3Tr07duXdRyVaty4MSIiInD79m3MnTuXdRwOQ1rfLMViMRwcHJS6LderfPDBB3j8+LHKF1afOXMmKioqsG3btjo35dV2AoEAf/31F0pKSjBr1iylzFFQUMDsrIWqFBUVYfz48Rg+fDimTJnCOg4TLVu2xMaNG7F+/XocO3aMdRwOI1r/V5T1abIWLVrA3d1dJdfPaly8eBE7duzAhg0bYGtrq7J51Y29vT02bNiAv/76C5cvX1b4+CKRCAC0uln++OOPkEql2LhxI+soTI0cORKjR4/G559/XrvnK0e36ESzZH2nYmBgoEofZ5g7dy78/f3xwQcfqGxOdfXhhx+ie/fuStmaTSQSoXnz5mq3t6ai3LlzB//973+xZMmS2u3WdNmyZctw7949nX/joKu0ulk+fvwYt27dYv7Of9CgQbh9+zaSk5OVPldcXBzOnz+PZcuWKX2ulykrK8O3336LQYMGYfr06UhMTGSWBQB++uknREdHK/xmH7FYzPy1pUy///47mjZtiqlTpzLNsXfvXgQEBNT+17NnTzx8+FDlOVq0aIFp06ZhzZo1kMvlKp+fw5ZWN0uxWAwiYn63YufOndGkSRPs379f6XP9+eefaNeuHTp37qz0uepSVVWFGTNmwMXFBUFBQbh8+TK8vb1x48YNJnmAp4sWeHp64s8//1TouNrcLKurqxESEoJJkyZBT0+PWQ6ZTIaFCxciKiqq9r/S0lJmlxc++eQT3LlzB+fOnWMyP4cdrW+Wtra2cHBwYJqDz+dj+PDh2Llzp1Lnkclk2LdvHyZOnKjUeV5l9+7d+PHHHzF69GiMHj0ax44dg0QiwYEDB5hlAoDx48djz549CjsiKC4uxp07d7S2WZ4+fRqPHj1CcHAw0xxhYWEYMGAAzp49W/vf7t27meVxdXWFr6+v0n+XOepHq5tlfHw886PKGqNGjUJqaqpSj7Bu3LiB4uJi9OnTR2lzvE6PHj2ee3Mik8kAgPm/w3vvvYeioiIkJSUpZLyasxba2ixjYmLg4uKCZs2aMctARFi+fDmKiopw//59dOrUCQEBAWjdujWzTMDTlblUfXc7hz2tbpbXrl3Du+++yzoGAKBr165o0aIF9uzZo7Q54uLiYG5ujrZt2yptjtd55513av93eno6Ro4ciRkzZmDgwIHMMgFAu3btYGZmhgsXLihkPJFIhKZNm6JJkyYKGU/dXLx4EV26dGGa4dChQ0hISMCOHTswbtw4ODs7IyIigmkm4Onvcnp6OgoKClhH4aiQ1jZLiUSC9PR0eHp6so4C4OkizcOHD8euXbtAREqZIzMzE61bt1aL5yr79+8PV1dXiEQiODk5Mb8hQiAQoFWrVsjMzFTIeNp8vRIA7t69CxcXF6YZWrdujdDQUMybNw+tWrVCTk4OAgMDcebMGaa52rRpAyJCVlYW0xwc1WL/V1VJUlNTUV1djXbt2rGOUmvUqFG4fft27fN5ilZQUABra2uljP2mFi9ejN9//x0uLi6YO3cuZs6cyToSbGxsFHY0wPr5XWVTh9eSh4cHxowZgxUrViAtLQ3Lly+HTCbDvHnzmOaqqcujR4+Y5uColtY2y8TEROjp6cHZ2Zl1lFre3t5o3bo1QkJClDJ+RUUFjIyMlDL2m+ratSs+/fRTxMfHo0ePHtiwYQMeP37MNJOJiQnKysoaPE5JSQlu3ryp1UeW6vRaAp6eGZg/fz5mzJgBsVgMqVTKLIuJiQkAoLy8nFkGjuppdbN0dXWFvr4+6yi1eDwegoODERISAolEovDxLS0tUVRUpPBxG0IoFOLLL7+EXC5n/k68sLBQIUdL8fHxkMvlWt0s1fG1BAAfffQRTExMIBQKmWUoLCwEAK3faYbzPK1tljdu3FCrU7A1Jk6ciOLiYqUsf2djY4P8/HyFj9tQPB4Ptra2cHJyYpojPz9fIc2y5pEkR0dHBaRST+r6WsrJycGYMWOYZqipi7Zses2pH61ulh4eHqxj/IuDgwP69Omj8AfkAcDd3R0ZGRkKOdX4tubOnYslS5bUZnj48CGWLl2KVatWMd1Ls7S0FBkZGQp5TWj79Urg6WspPj6eaYZ9+/YhIyOj9v8nJydj8+bNWLVqFcNUT//9DQwM0KpVK6Y5OKqllc2ypKQE9+7dU8sjSwCYPHkyIiMjFX43XdeuXSGVSpW+h+OrXLhwAd999x0cHR3h4+OD/v374+uvv8a4ceOYZQKe7u0pk8nQtWvXBo+lC9tyde3aFXFxcUq7c/t1qqurMX/+fLi5uaFbt27w9fXFunXrsGfPHpiZmTHJVCMuLg7e3t4wMDBgmoOjWuxO/CtRYmIiiEgtjyyBpwurW1tbY/v27fj6668VNq6DgwNcXFxw8OBB9OzZU2HjvomYmBgkJiaioqICTZs2RYsWLZjkeNHBgwfh5ubW4Ociy8vLkZ6ervXN8r333sPnn3+O8+fPo3v37iqfX09PD6mpqUhISAAAuLi4wNTUVOU5XiSVSnHkyBGd3a5Ml2nlkeWNGzdgZmamNn+oX6Svr4+goCD8+eeftSvcKEpwcDBCQ0OVcgNRfQgEAnh5eaFLly5qU/8nT55g586dClkG8Nq1a5DJZFp/GrZdu3Zo3769Ui4X1Jeenh46duyIjh07qkWjBICIiAjk5uZi/PjxrKNwVEwrm2ViYiI8PDzA4/FYR3mpTz75BJmZmQrfuis4OBglJSXYsWOHQsfVZNu2bUN5eblCTgWLRCJYWVmhefPmCkim3qZMmYI9e/YgJyeHdRS1sXbtWvTq1Yu7XqmDtLJZquudsM9ydnbGgAED8Ouvvyp03KZNm2LatGlYsmQJ9xwY/tku7D//+Q/s7e0bPF7NzT3q/EZMUSZNmoTGjRtjyZIlrKOohYiICJw5cwZLly5lHYXDgFY2y6SkJLW9Xvmszz77DFFRUbh69apCx/3mm29QVlaGH374QaHjaqLvv/8elZWVWLRokULG04U7YWsYGhrihx9+wNatW3H58mXWcZiqrKzE3Llz8cEHHzC5hsthT+uaZW5uLh49eqT2R5bA090LPD09sW7dOoWOa2tri59//hkrV65kvo4mS1FRUVi9ejVWr16tkGfinjx5gtTUVK2/uedZY8eORb9+/TBmzBiUlJSwjsPMnDlzkJOTg7Vr17KOwmGFtExkZCQBoIcPH7KOUi+bNm0iAwMDys3NVfjYw4YNIwcHB7p3757Cx1Z3mZmZ1KRJExo5cqTCxoyLiyMAdPPmTYWNqQlyc3PJ1taWRowYQTKZjHUclQsNDSUej0dhYWGso3DYCdO6I8vExETY29ujcePGrKPUS1BQEMzMzLB+/XqFj/2///0PlpaW6Nu3b+0SXbrg0aNH6Nu3Lxo3boxNmzYpbFyxWAxzc3O0bNlSYWNqAnt7e+zZsweHDx/G7NmzWcdRqRMnTmDixImYM2cORowYwToOhyGtbJaacAq2hpGREWbOnInffvsNxcXFCh3bwsICx48fR3l5Ofr166eWy5cp2sOHD9GvXz9IJBIcP34c5ubmChtbl27ueVFAQABCQ0Oxfv16zJ8/n9liBap06tQpDBs2DKNGjcLKlStZx+EwpnXNUl2XuXuVzz77DHw+H7///rvCx3ZwcMCpU6dQUFCAbt264fbt2wqfQ13cvHkTXbt2RXFxMU6ePKnwjZl1YeWeVxk2bBi2bduGX375BcHBwaiurmYdSWlCQ0MxcOBABAYGYsuWLTr5BonzPK1qlnK5HCkpKRp1ZAkA5ubmmDVrFtasWaPwo0vg6Sa6Fy5cQKNGjeDr64tjx44pfA7Wjhw5gs6dO8PKygoXLlxQ+HNwVVVVSE5O1ulmCTy9bHD06FEcPHgQvXr10roNkKurqzFv3jyMGzcOs2bNQkhICPT09FjH4qgD1ldNFSk9PZ0A0OXLl1lHeWPFxcVkYWFBP/74o9LmKC0tpeDgYOLxePT5559TRUWF0uZSlYqKCpo9ezbxeDyaMGEClZWVKWWeK1euEABKTU1Vyvia5saNG9S2bVuysrKiffv2sY6jEBkZGeTr60smJia0detW1nE46iVMq5pleHg48fl8pf3BVLavv/6arK2tqaSkRKnzbN++nczMzKhVq1Z07Ngxpc6lTEeOHKGWLVtSo0aNKCQkRKlzbdy4kUxNTXXybtCXKS8vp6lTpxIACgwMpDt37rCO9FYqKytp6dKlZGhoSF5eXpSSksI6Ekf9aNfdsImJiWjZsmXtTuaa5vPPP0dVVZXCV/V50bhx45CSkgJvb28MHDgQgwcPhlgsVuqcinT16tXa3L6+vkhJScHYsWOVOqdYLEaHDh3A52vVr0yDGBsbY9OmTThz5gwyMjLg7u6OhQsXMt/ku75kMhm2b98ODw8PrF69Gj/88AOuXLkCV1dX1tE46oh1u1ak0aNHU2BgIOsYDfL999+Tqakp5eTkqGS+U6dOkYeHB/F4PAoMDKTY2FiVzPs2oqOjadCgQQSAfH196cyZMyqb29vbm2bPnq2y+TRNVVUVrVq1iqysrMjU1JS++uortX2+t6KigrZs2ULOzs4kFApp4sSJdP/+fdaxOOpNu44sU1NT4ebmxjpGg8yZMwfW1tb45ptvVDJfZmYm0tPTsWjRIjx8+BDdu3dHu3bt8N///hcFBQUqyfAqBQUF+P333+Hh4QE/Pz88evQIf//9Ny5evKiybciqq6uRmJio8zf3vIpUKsXly5dBRJg/fz62bdsGJycnfPDBBzh27Jha3DmbmJiIzz//HA4ODvjkk0/QrVs3pKam4s8//4SDgwPreBx1x7pdK4pMJiNjY2OtuDC/Y8cO4vP5JBKJlDaHXC6nJUuWEACaNWtW7bW4K1eu0JQpU8jExISEQiH17t2b/vjjD8rKylJalhdlZmbS+vXrqXfv3iQUCsnU1JSmTp1KV69eVVmGZ8XHxxMASkpKYjK/usvJyaFOnTqRlZVV7dG+RCKhPXv2UM+ePYnH45GVlRUFBwfToUOHqLS0VCW5pFIpXblyhRYuXEiurq4EgFq2bEnLli2jBw8eqCQDR2uE8Yi04+niO3fuoGXLloiLi0Pnzp1Zx2kQIkLnzp1hYmKilLVdy8vLERQUhIiICGzatKnOvflKS0tx7NgxhIeHIyIiAmVlZXjnnXfg5+eHbt26wdPTE23btm3wrvWlpaVISkpCQkICzp8/j+joaNy9exempqYYMGAAhg0bhgEDBjDdz3DLli2YNWsWSkpKIBAImOVQRzdu3MDgwYOhp6eHI0eO1Hm9786dOwgPD0d4eDguXrwIPp+PDh06oEePHvD19YWHhwecnZ0hFDZsL/rs7GwkJSVBJBIhNjYWsbGxKCkpgZOTE4YOHYqhQ4eiS5cu3HVnztvYqzXNMiIiAgMGDEBhYSEsLS1Zx2mwuLg4dOvWDYcPH8agQYMUNm5OTg4CAwNx9+5dhIeHw8/P77Xf8+TJE8TFxSE6OhpRUVG4fPkyysvLwePx4OTkhObNm8PR0bF2mUELCwvweDxYWFgAAIqLi0FEKC4uRn5+Ph48eID79+8jMzMTmZmZICKYmpqiU6dO8PPzg7+/Pzp37gxDQ0OF/dwN8emnn+LatWs4f/486yhq5fjx4xg1ahQ8PT1x4MCBei1Wn5eXh6ioKMTExODcuXNISUmBTCaDvr4+2rRpg+bNm8Pe3h6Ojo5o1KgRzMzMIBQKYWZmBolEgoqKCkgkEjx+/Bh5eXm4f/8+Hjx4gLS0NBQVFQF4uhBH9+7d4efnBz8/P41bpISjlrSnWa5ZswarVq3Sqo1qR44cifj4eCQkJMDIyKjB4127dg2BgYFo1KgRjhw5gnfeeeetxiEi3LlzB4mJiUhKSsK9e/eQnZ2N3NxcFBQU4PHjx5DL5bULLFhYWIDP58Pc3Bw2Nja1fwybNm2KtWvXYtSoUfj999/VdpWULl26wMfHB7/99hvrKGrj119/xZw5czBhwgT88ccfb/3g/pMnT5CSkoKkpCSkpqbWNr/s7GyUlJSgtLQU1dXVKCsrg76+PkxMTGBoaAgzMzPY2dnBwcEB9vb2cHZ2hru7Ozw8PGBtba3gn5bDwV6tuWY5depU6tmzJ+sYCpWTk0Pm5ua0aNGiBo+1b98+MjY2pvfff5+Ki4sVkE4xFi5cSA4ODiSVSllHqZNUKtWaa+GKUF1dTZ9++inxeDxasmQJ6zgcjqpoz92wKSkpGn8n7IuaNGmC77//HitWrMD169ffepxff/0VI0eORFBQEI4dO6bQxcUbasqUKcjJyUFkZCTrKHVKTk5GRUUFdycsgKKiIvTt2xd//fUXDhw4gKVLl7KOxOGojNY0y9TUVK18mPg///kPOnTogP/85z+QyWRv9L0SiQQTJkzAnDlz8Msvv2Djxo0NvolC0WpuGvrzzz9ZR6mTWCyGoaGh1r0Re1O3bt1C165dkZaWhqioKHzwwQesI3E4KqUVzbKgoACPHj3SymYpEAiwefNmXL16FatXr6739xUUFKBv374IDw/HoUOHMGvWLCWmbJjJkyfjyJEjePjwIeso/yIWi+Hl5aXTi2mfP38eXbp0gbm5Oa5evcodZXN0klY0y+TkZADQ2nf/xsmEPgAAIABJREFUnp6eWLp0Kb755hvcuHHjtV+fkZGBrl274t69e7h48SIGDhyogpRvb/jw4TA2NkZISAjrKP+i69ty/fnnn+jVqxf8/f1x5swZ2Nvbs47E4TChFc0yNTUVpqamWr0Kx/z589GpUyeMHz8eVVVVL/26kydPolOnTrC2tkZcXBzatm2rwpRvx8jICKNHj8bmzZtZR3mOXC7H9evXdbJZEhGWLl2KKVOm4PPPP8eePXtgbGzMOhaHw4zWNEtXV1e1ffRAEfh8PrZs2YKMjAwsWLCgzq/ZtGkTBg4ciH79+uH06dOwtbVVccq3N2nSJKSmpuLSpUuso9RKS0tDWVkZOnbsyDqKSpWXl2Po0KFYvnw5/vrrLyxfvpx7kJ+j87TiN0Ab74Sti7OzM/73v//hl19+wf79+2s/LpPJ8NVXX+Hjjz/GwoULsXPnToU8l6lKPj4+8PLywpYtW1hHqSUSiaCvrw93d3fWUVQmJycH/v7+iImJwYkTJzBu3DjWkTgctaAVzVJb74Sty+jRozF9+nRMnDgRqampKC0txZAhQ/Drr78iJCQES5cu1dgj7IkTJ2LXrl0oKytjHQXA05t72rVrB319fdZRVOLatWvo3LkzJBIJrl69Wq/VnTgcXaHxzbKyshKZmZk60ywBYO3atXBxccGQIUPg6+sLkUiE6OhojBkzhnW0BgkKCkJ1dTX27dvHOgqAp81SV07B7t+/H926dYObmxtiY2Ph5OTEOhKHo1Y0vlmmpaVBLpfrxGnYGgYGBli0aBEyMjKQl5eHixcvwsfHh3WsBrO2tkZgYKBaPHNJRLh27ZpO3NyjzotWcDjqQuObZWpqKoRCIVq1asU6isrs2bMHY8aMQYcOHVBUVITTp0+zjqQwkydPRkxMDFJTU5nmyMjIwOPHj7W6WUokEgQHB2POnDlYu3atWi5aweGoC61olq1atdKJ60o1t/N/9NFHmDp1Ki5duoR58+ZhxowZDVoOT5306dMHLVq0wLZt25jmEIvFEAqFaNeuHdMcylKzaMWBAwdw6NAhzJw5k3UkDketaXyz1JU7YZ88eYKgoCD8+OOPWLduHX799Vfw+Xz88MMP8PX1xeDBg5Gdnc06ZoPx+XwEBwdj27ZtqK6uZpZDLBbD3d1dbbYJU6SkpCT4+PhozKIVHI460PhmmZqaChcXF9YxlCo3Nxd+fn44fvw4Tpw4gU8++aT2c0KhEAcPHoSFhQX69euHx48fM0yqGBMnTkR+fj6OHz/OLIO23txz4sQJdOvWDU2aNNGYRSs4HHWg0c2SiHDr1i2tbpYJCQno0qULioqKcOHCBfTs2fNfX9OoUSMcPnwY+fn5GD16NKRSKYOkiuPk5ISePXsye+aSiBAfH6911ys3bdqEQYMGoX///hq3aAWHw5pGN8vs7GyUl5fD2dmZdRSliIiIQI8ePdC6dWtcvnz5lW8KnJyccOzYMcTExODjjz9WYUrlmDx5Mo4dO4bc3FyVz33nzh0UFhZqTbOUyWT47LPPahet2LVrl1aeXuZwlEmjm2V6ejoAaGWz/PXXXzFo0CCMHDkSERERsLS0fO33dOzYEXv27MG2bduwYsUKFaRUng8//BBmZmbYsWOHyucWi8UQCATw9PRU+dyKVrNoxaZNmxAaGsrtQcnhvCWNbpYZGRkwMzODnZ0d6ygKI5VK8emnn2LOnDn46aefsHnz5jfaHmrgwIFYt24dFixYoJa7eNSXoaEhxowZgy1btoCIVDq3WCyGm5sbTExMVDqvot25cwedO3euXbTio48+Yh2Jw9FYGt8s27RpwzqGwhQWFuL999/H9u3bER4ejvnz57/VONOnT8esWbMwZcoUnDhxQsEpVWfatGlIT0/HhQsXVDqvNmzLFRcXh86dO0MoFGrNohUcDksa3yy15RTszZs30a1bN6SnpyMqKgqBgYENGm/NmjUYMWIEPvzwQ5w7d04xIVXM09MT7du3V/mNPpp+c8+ePXvQq1cveHt7IzY2Fs2bN2cdicPReFyzVAOxsbEK34mez+dj27ZtCAwMxMCBAxEdHa2ApKo3adIkhIWFobS0VCXzZWVlIT8/XyMfG3l20Ypp06bhyJEjMDMzYx2Lw9EKGtss5XI5bt++rfHNcsuWLejVqxd69uyJs2fPKnQneoFAgO3bt6NPnz4YPHgwLl++rLCxVSUoKAhyuRxhYWEqmU8kEoHP58PLy0sl8ylKzaIVy5Ytw59//lm7aAWHw1EMjf1tyszMhEQi0dhrljVHAVOnTsUXX3yB3bt3K2UPSj09PYSFhcHPzw99+/aFSCRS+BzKZGFhgSFDhqjsVKxYLEabNm006ojs2UUrIiMjMWHCBNaROByto7HNMiMjA4BmPjZSVlaGDz/8EMuXL8f27duVvhO9vr4+9u3bhy5duqBfv35ITExU2lzKMGnSJMTFxSE5OVnpc2nayj0JCQno3Llz7aIVAQEBrCNxOFpJY5tleno6rKysYGVlxTrKG8nOzoa/vz/Onz+PkydPIigoSCXzGhgY/F979x5WVZX+Afy7zwVED0KAgIiggiI3DSRFBAI1xwERFctLhbeE0ZpS0ySqyZmuOMN4KyeN1EDHa5JxMzUVUC6iOAkahWIgoAgochUOnPf3Rz/OEwEKejjrHFyf5+GfA+z1PTzn4d177b3ehYMHD8Le3h6TJ09GTk6OWsZVhUmTJsHGxgY7d+7s8bGys7O15uGe1qYVI0aMQFZWVq/uZMVxrGltsdTGZSOZmZlwc3NDU1MTsrKy4OXlpdbx+/Xrh4SEBIwcORI+Pj7IzMxU6/iPShAEBAcHIzo6ukebq5eUlODWrVtaUSx/37QiMTERhoaGrCNxXK+m1cVSm6ZgDx06hIkTJ2L06NFMd6LX19fH999/D29vb0yaNAnHjx9nkqO7Fi9ejMrKSsTHx/fYGNnZ2RAEAU8//XSPjfG4mpubsXz58kduWsFx3KPhxbKHEREiIiIwZ84cvPTSS4iPj2e+E33rlOzs2bMREBCAw4cPM83TFZaWlpg8eTJ27NjRY2NcuHABtra2GnuV1tq0IiYmBrGxsY/ctILjuO7Tym3R5XI5CgsLNb5YNjY2YunSpdi7dy82bdqE1157jXUkJYlEgh07dkBXVxcvvPACoqKiNP4pysWLF2P+/Pm4ceMGBg8erPLja/L9yqtXryIgIAC1tbVISUmBi4sL60gc90TRyivL69evQy6Xa/Q9y8rKSkyZMgXffvstjhw5olGFspVIJMIXX3yBN998E4sXL8amTZtYR3qgGTNmwMjIqMd63mpqsWxtWmFoaIjz58/zQslxDGhlsWxdNmJjY8M4Scdyc3Ph5uaG4uJiZGZmws/Pj3WkTgmCgIiICHz44YdYuXIl1q1bp/bG5V2lo6OD+fPnIyoqSuUZy8rKUFJSonHLRqKiopRNK06ePNmrNg3gOG2i8cUyJycHO3fuREpKCkpKSkBEyM/Ph5mZGfN7fx05duwYPD09MWjQIKSnp8Pe3p51pC4JDw/H9u3b8dFHHyE4OBhNTU2sI3XolVdeQUFBQZv2fXK5HEeOHEFiYmKXjpGXl4dXX30VX331FS5evAi5XI4LFy5AEASNuWpraWlBWFgYQkJCsGrVKuzfv79HmlZwHNdFpOHS0tIIgPJLR0eHLCwsaOTIkbRy5Ur67LPPKCkpiX755RdqbGxkmnXbtm0kkUho0aJFzLM8quPHj5OBgQF5eHhQeXk56zgdcnNzo+DgYPrpp59ozZo1ZGxsTADovffe69Lvl5aWEgASBIEAkFQqJQsLC9LX16cvvviCsrKy6P79+z38LjpXU1NDgYGBpKurSzExMcxycByndEDji2V9fT2JxeI2BbP1H52Ojg5JpVLla5s2bWKSsbm5mf7617+SIAj0/vvvM8mgSjk5OWRtbU22trb0888/s47TRk1NDQUHB1O/fv2UJ0+tBW/NmjVdOoZCoSA9Pb12nympVEoSiYQAkFgsJkdHR/r66697+B21VVxcTK6urmRiYkIpKSlqHZvjuE4d0PhpWD09vQ6feiUiNDU1QS6XQxAEmJmZISQkRO35ampqEBgYiB07duCbb77pFTvROzk5IT09HYaGhvDw8EBqairrSLhw4QJCQkJgZmaGPXv24P79+wCgnC4WBAGNjY1dOpYgCB2uc5XL5Whubgbw2zRofn6+WhtHtDatkMvlTJpWcBzXOY0vlgAwYcKEBy68FgQB69atQ58+fdSYCigoKIC7uzsuXryI06dPY+bMmWodvycNHDgQp0+fhoeHB/70pz+pbdePjsyfPx9ubm7YtWsX6uvr0dLSgpaWljY/o1Ao0NDQ0OVjOjg4PLAfr0Qiwdtvv42hQ4c+cu7u+H3TitTUVGZNKziO65hWFMsxY8Z0+vSjIAgwNzfH4sWL1ZopLS0N48ePh1QqRUZGBtzc3NQ6vjr069cPsbGxCAkJwdy5cxEeHt6uSKnD+vXrYWpq+sAnYBUKhfJqsytGjBjR6QmYSCSCiYkJ1qxZ0+2s3UUa2LSC47j2tKJYurm5KafH/kgQBHzwwQfQ0dFR2XhlZWUPfBp03759mDRpEjw9PZGWltYjC+Q1hVgsxsaNGxETE4ONGzdi2rRpuHv3rlozWFpaIikpCRKJpNOrwe4WS1tb204/U0SELVu2oF+/fo+U9/eKi4s7/V5jYyMWLFiAd999F5s3b8a2bdsgkWhlnxCO6/2Y3jLtosbGxjYP8uB3D/lYWVmRXC5X6XhBQUG0cOHCdq8rFAp6//33CQC9/vrr1NLSotJxNV12djZZW1uTjY0N5eTkqH38+Ph4EolE7T4HrV/+/v5dPlZKSkqHx5BKpeTt7a2SvBUVFWRiYkLx8fHtvldeXk5eXl701FNP0YkTJ1QyHsdxPUbzn4Zt5ezs3O4fm0gkUvmj9SdPnlQW4oiICOXrDQ0NNG/ePNLR0aFdu3apdExtUl5eTr6+viSTyejgwYNqHz8iIkK55OOPX76+vl0+TuvykY4+Uz/++KNKsoaGhhIA0tPTo0uXLilfz8nJoSFDhpCNjQ1duXJFJWNxHNejtKdYhoaGtrm6FIlENHToUJVeVcrlcrK3t1cuVREEgWJjY6mkpITc3NzI2NiYTp06pbLxtFVjYyMtW7aMBEGg8PBwam5uVuv4oaGhHS4nGjduXLeO88flI1KplF5//XWVZMzOzlZeBUskErKwsKBbt27R0aNHycDAgCZMmEC3b99WyVgcx/U47SmW27dvb/MPUhAE2r9/v0rH2LBhQ5tpPkEQSCqV0oABA8je3p6uXbum0vG03Zdffkm6uro0ceJEunnzZqc/t3nzZpUu8m9qaiJfX992U/OjRo3q1nHs7e3b/L6BgQFVVFQ8dj6FQkEeHh7KNZuthXjw4MEkFotp8eLFWtu0guOeUNpTLLOzs5X/eMRiMdnZ2an0nmFZWRnJZLJ2VytisZj09PT4dFknsrOzydbWlgYMGEBHjx5t9/3ExEQSBEFlV2yt7t27R3Z2dm0K0ogRI7p1jNmzZytPjkQiEX355ZcqyRYdHd3hVLFEIiFnZ2dSKBQqGYfjOLXRnmLZ1NSk7NYiCAIdPnxYpcdfsGBBhw8RtV4VODs7U21trUrH7C2qq6tp7ty5JAgCrV27Vjkt2/qAiyAIJAgCxcXFqXTcgoICMjIyUs44WFlZdev33377bdLV1VUWMVWcfFVXV9OAAQM6va8qEol6RZcnjnvCaE+xJCJycXEhACo/Oz9//nyn/9x+f1UQGBj4xD0B2x1ff/016enpkY+PD5WWltLs2bOVJyAikYgMDQ2ppKREpWOmpqYqxzA1Ne3W7+7YsUN58pWWlqaSPKtXr25ztdvRlyAItHv3bpWMx3GcWhwQiDRnP6aWlhaUlZWhrKwMVVVVaGlpQU1NDZqbm9G3b19s374d3333HbZu3Yo5c+bAyMjoscdUKBQYM2YMcnNzO11393vh4eH46KOPHnvc3io7OxsvvPACqqurUV5e3uZ7UqkUY8eORXJyMsRiscrG3LNnD15++WX0798fVVVVAICGhgaUlpaisrIS1dXVUCgUuHfvHgDAwMAAIpEI169fR0hICObNm4f//ve/j50jLy8Pzs7OXfoc6ejoIDk5Ge7u7o89LsdxPe4gkxXQDQ0NyMrKwqVLl5Cbm4vLly/j2rVruH37dpc6xCxfvhzLly9Hnz59YGlpCTs7Ozg5OcHR0RGurq5wcHCAIAhdyrJz505cunQJCoWi05+RSqWQy+UYM2YMrK2toVAoHtgq7Unm6uqK+Ph4uLq6QhCENl135HI5MjIyEBERgfDwcJWMV1ZWBplMBl9fX6SkpODpp59GUVFRtxon7N27F0ePHoWVlRUcHBzg7OwMR0dHjBs3rlv7R7766qsP/NwJggCRSASRSIQZM2Yw6YbEcdyjUcuVpUKhQGZmJhITE3H69GlkZWWhsbERRkZGyiJnZ2eHgQMHwsLCAmZmZjAyMoJIJIK+vj4kEgnq6+tx8eJFFBcXw8nJCaWlpbh58yZu3LiBK1eu4PLly/jpp5/Q1NSEAQMGwMvLC76+vpg+fTqsrKw6zFVdXY1hw4bhzp077VqpSSQStLS0QCaTYd68eVi+fDlGjx7d038qrUdEmDJlCpKTkyGXyzv8GZFIhNTUVHh4eHT7+HV1dUhKSsKJEyeQnJyMvLw8ZWP05uZmvPjii7C2tsagQYNgYWGBAQMGQF9fH4IgwNDQEABQVVUFIkJ1dTW2bduG8ePHo6SkBIWFhcqTt19//RVEBHt7e3h7e+O5557D1KlTO+3qExsbi1mzZnX4vdaTreHDh2PJkiVYsmQJTExMuv3eOY5j5mCP3rM8c+YMLVu2jCwsLAgA2djY0JIlSyg6OpoKCwu7fbyH3aeUy+WUlZVFkZGRNH36dDIwMCBBEMjNzY0++eSTdvfLXnvttTYP9QiCQBKJhEQiEfn6+tKBAweoqamp2zmfZBs3bnzo/V+xWEzm5uZUWVnZpWM2NDRQTEwMTZ8+nfT09EgsFpOHhweFhYVRUlISVVdXK39OVe7du0eJiYkUFhZG48ePVz4VPWPGDNqzZ0+bpTD19fVkaWnZZtmRRCIhQRBIJpNRSEgIZWdnqywbx3Fqp/oHfGpqaujzzz9XdtwZNWoU/f3vf2/TwURdGhsbKSkpiUJCQsjExIQkEgnNnDmTjh07RpcuXVL+c2stmMOHD6fIyEgqKytTe9be4MqVK8onlh/2JZFIKCgo6IHHy8/PpzfffJOMjY1JKpWSn58fRUVFMVnMf/v2bYqKiiI/Pz+SSqVkYmJCq1evpqtXr9K6devavC+RSERTp06lb775hq+n5LjeQXXFsqamhjZu3Ejm5ubUp08fev755+n48eOqOvxja2xspAMHDtDkyZNJEATl5sEymYxCQ0MpMzOTdUStd+DAAXJ3dyexWKzcnPtBBVMQhA7XNl67do1CQkJIIpHQoEGDaO3atVRUVMTgHXXs5s2b9Omnn9KQIUNIJBIpT7psbGzo008/pdLSUtYROY5Trccvli0tLbR161YyNjam/v3707vvvtvl6TVWIiIilOv/3Nzc6Ny5c6wj9Sq1tbV0/PhxWrt2LTk5OSmnXjtqUaejo6OcdSgvL6clS5aQWCwme3t72rNnj0Yv1WlubiYvLy8yMDAgkUhES5cuVUkHII7jNM7jFcsLFy7QM888Q1KplFavXq3xRbJVTU0NEf3WfcbHx4dEIhH95S9/obt37zJO1jtdvXqVtm7dSoGBgcor+t83mBg5cqTyhGvQoEG0e/dujS6SrVpaWqi2tpaam5spOjqaLCwsyNjYmKKioniXHo7rXR6tWCoUCoqIiFBuZ5Sbm6vqYGqjUCgoJiaGzM3Nydrams6ePcs6Uq8ml8spNTWV3nvvPXJ1dW3Tbm7lypXKh3W00b1792jFihUkkUgoICCAX2VyXO/R/WJ5584dmjJlCkmlUlq/fn2vOYMuLy8nf39/kkgktH79etZxnghnz56lgQMH0oABAyggIICysrJYR1KJ1NRUsrKyIktLS0pPT2cdh+O4x9e9YllUVESOjo40ePDgXnmfT6FQUGRkJInFYlq2bJnat556ksTGxpKenh4FBATQnTt3WMdRucrKSvL396e+ffvSkSNHWMfhOO7xHOhyG5qrV6/Cw8MDIpEI6enpeOaZZ7q9qlPTCYKAVatW4dChQ9i1axfmzp3bpdZlXPfs2rULs2fPxsKFCxEbG4unnnqKdSSVMzIywpEjR/DSSy9h1qxZiI6OZh2J47jH0ZWSWlpaSsOGDaOxY8c+MQ/BpKSkUN++fWnx4sW9ZqpZE8TGxpJYLKZ33nmHdRS1CQsLI4lEQt999x3rKBzHPZqHN1Kvr6+Hh4cHGhsbkZqa+kS16UpMTMSMGTMQHh6OdevWsY6j9TIzM+Hj44NFixZh69atrOOoVWhoKGJiYpCcnNwrZ2U4rpc7+NBiuWzZMuzfvx8XL16EtbW1uoJpjG3btmH58uX44Ycf4OPjwzqO1qquroaLiwvs7OwQHx//xDWib2lpgZ+fHwoKCpCdnQ19fX3WkTiO67oHF8u4uDgEBgbi4MGDCAoKUmcwjfL8888jIyMDOTk5ymbcXPcsWLAAx44dw48//ghTU1PWcZi4desWRo8eDT8/P+zcuZN1HI7juq7zYtnU1AQHBwe4u7tj9+7d6g6mUe7evQs7OzssXLgQ69evZx1H62RkZMDDwwOxsbEIDAxkHYep2NhYBAUFISMjA2PHjmUdh+O4rum8WG7cuBHh4eH4+eefMXjwYHUH0zhbtmzBW2+9hby8vCdyOvpxeHp6QiqV4tSpU6yjaARvb28IgoDk5GTWUTiO65qDHd44UigU2LBhA5YtW6YxhTI+Pr7T/QLVITQ0FKampvj888+ZZdBG6enpOHv2LD755BPWUQAARUVF+PjjjxEUFITXX3+dSYaPP/4YKSkpyMrKYjI+x3Hd12GxPHHiBIqKirB06VJ15+lQaWkpFi5ciLS0NGYZdHR0sGjRIkRHR3e6qTHX3o4dO+Ds7Ax3d3emOVpaWvDuu+/C1tYWx48fh5eXF+bOncski6enJ0aNGoUdO3YwGZ/juO7rsFju27cP48ePx8iRI9Wdpx0iwvLly2Fvb886ChYtWoTbt2/z6cQuamlpwaFDh7Bo0SKmOeRyOWbNmoVNmzYhNjYWp06dwooVK+Dh4cEsU3BwMPbv3w+FQsEsA8dxXddhsUxNTcVzzz2n7iwdWr9+PWbOnAkbGxvWUWBtbQ1bW1ucOXOGdRStkJOTg6qqKuafpTfeeAPHjh1DUlIS/P39mWZpNWnSJNy9exeXL19mHYXjuC5oVywrKipw7do1jB8/nkWeNs6fP48rV65gwYIFrKMoeXh4ID09nXUMrZCeng4DAwM4ODgwy3D+/Hl88cUXWLp0KTIyMuDv748XX3wR586dY5YJAJydnaGvr8/01gLHcV3XrlgWFhaCiGBnZ8cij1JtbS3Cw8OxefNmpjn+aMSIEfj1119Zx9AKhYWFsLW1ZdqAICoqCkSEe/fuwcrKCi+++CLS09Ph5eXFtGCKxWLY2NigsLCQWQaO47pO8scXKioqAADGxsZqD/N7K1aswLp162BgYMA0xx8ZGxujsrKSdQytUFlZyfxzdObMGRgbG+Prr79WvmZvbw9XV1eEhYXh5MmTzLKZmJjwzxLHaYl2p/wNDQ0AAD09PbWHabVv3z5YW1szfQCjMzKZDHV1daxjaIX6+nqmnyMAKC8vb9fP2MXFBS4uLjh//jyjVL/p168famtrmWbgOK5r2l1Ztm6XdPfuXWZtyVasWIHhw4fjhx9+UL6Wl5eHO3fuwMfHB9OnT8eqVauYZKusrISRkRGTsbXNU089heLiYqYZTExMUFZW1u71oUOHMs92584dWFlZMc3AcVzXtCuWrdNm5eXlzIrlwYMH0dLS0ua1Tz/9FOfOncO6detgYWHBJBfw29+F9dSitjAxMUF5eTnTDFOnTsW///1vZGZmYty4ccrXb926BU9PT4bJ+GeJ47RJu2I5fPhw9OnTBxcvXoSjoyOLTPDy8mr32q5du6Cjo8N854/s7Gw4OzszzaAtHB0dkZ+fj9raWshkMiYZ3nrrLURHR+ONN97AiRMnIJPJkJCQgAsXLjDtoFNTU4P8/Hw4OTkxy8BxXNe1u2epq6sLFxcX/kh7B4gIGRkZGrGsRht4eHigubmZaVEyMzPDsWPHUFVVhaFDh8LFxQVLly7FoUOHmJ70ZGZmoqWlRSPvy3Mc116Hz/RPmjQJcXFx7aZCWQoLC8Phw4eZZkhJScGdO3cwceJEpjm0xaBBg2BnZ4dvv/2WaQ4XFxdcvnwZp0+fxldffYXCwkJMmzaNaaZvv/0W9vb2GDhwINMcHMd1TYe7jhQUFMDW1haJiYmYOnUqi1waKTg4GHl5ecwXtGuTTz75BJGRkSgpKYGuri7rOBrh/v37sLCwwNtvv401a9awjsNx3MN1vOvIsGHD4O3tjQ0bNqg7kMYqLi7GoUOH8Morr7COolUWLFiA6upqxMTEsI6iMXbt2oW6ujq8/PLLrKNwHNdFne5nmZKSgmeffRbff/89pkyZou5cGmfRokU4ffo08vLy+BVSN7322muIjY3FL7/8gn79+rGOw1RtbS2GDx+OuXPn8pNRjtMeHV9ZAr9tUBsQEIBVq1bh/v376gylcTIyMhATE4OPPvqIF8pH8Le//Q21tbX48MMPWUdh7oMPPkBDQwPeeecd1lE4juuGBzbt/Pzzz1FaWoq33npLXXk0Tm1tLYKDgzF58mTMmzePdRytZGpqin/+859Yv3490/ZyrCUnJyMyMhKRkZHtugpxHKfZOp2GbbVv3z7Mnz8fe/fuxZw5c9SVSyMoFAo8//y7V5VZAAAGPUlEQVTzSEtLw//+9z+YmZmxjqTVZs+ejYyMDGRkZMDS0pJ1HLUqKiqCu7s7vLy8sH//ftZxOI7rnoMPLZYAsHLlSvznP/9BQkICJk2apI5gGmH58uXYuXMnjh071mGjBK57qqqq4OXlBYVCgdTU1CembWBFRQW8vLygo6ODlJQUjdscgOO4h+r8nuXvRUZGYvbs2Zg5cyZOnTrV06GYIyKsXr0a27dvx969e3mhVBFDQ0McPXoUdXV1mDp1KvNWeOpw+/ZtTJ06FY2NjTh69CgvlBynpbpULEUiEXbu3Al/f3/8+c9/xr59+3o6FzNNTU146aWXsGXLFkRHR2PGjBmsI/UqgwYNwokTJ1BZWYkJEyagoKCAdaQec/XqVXh4eKCqqgrHjx/nDQg4Tot1eVdeqVSKPXv24NVXX8X8+fMRFhYGuVzek9nUrrCwEL6+voiPj0dCQgLmz5/POlKvZGtri7S0NPTv3x/jxo1DQkIC60gqFxcXB3d3dxgZGSEtLQ02NjasI3Ec9xi6tYW9SCRCZGQkoqKi8Nlnn8Hb2xvXrl3rqWxqdejQIbi4uODevXtIS0vD5MmTWUfq1czMzHD69Gn4+/srlyi17qWqzRoaGrBy5UoEBgYiICAAp06dYrZ7D8dxKkSP6MqVKzR69GjS09Ojf/zjH3T//v1HPRRTBQUFNG3aNAJAISEhVF9fzzrSEyc6Opr09fXJxsaGEhISWMd5ZHFxcTRs2DDq378/7d69m3UcjuNU58AjF0sioqamJlq/fj3JZDKytbWlmJgYam5uVlW4HnX79m1au3Yt6enpkYODA506dYp1pCdacXExzZkzhwDQtGnT6MKFC6wjdVlWVhb5+fkRAJo3bx6VlJSwjsRxnGo9XrFsdePGDVqwYAFJJBKys7OjnTt3UkNDgyoOrXJFRUW0Zs0akslkZGpqShs2bKCmpibWsbj/d+LECXrmmWdIEASaPn06nTlzhnWkTqWkpChnJcaNG0cnT55kHYnjuJ6hmmLZKj8/nxYuXEg6OjpkZGREK1asoNzcXFUO8UiampooLi6OAgICSCwWk7m5Of3rX/+iuro61tG4TiQkJJC7uzsBICcnJ9qyZQtVVFSwjkUVFRW0efNmcnR0JADk7u5OiYmJrGNxHNezDnSpKUF3lZWVYceOHfjyyy9x/fp1jBw5EkFBQZgxYwZcXFwgFotVPWQ7NTU1OHXqFA4fPoy4uDjcvXsXEydORGhoKAIDA6Gjo9PjGbjHd/78eWzbtg179+5FY2MjfHx8EBQUBH9/fwwePFgtGYqKipCQkIDDhw/j9OnT6NOnD+bNm4fQ0FCMGTNGLRk4jmOqax18HpVCocDZs2dx+PBhxMbGorCwEAYGBvD09ISnpydcXV3h5OQECwuLxxqnubkZ+fn5yM3NRUZGBlJTU3Hx4kUoFAqMHz8es2bNwqxZszBkyBDVvDFO7WpqapQFKykpCbW1tRg6dCi8vb0xYcIEjBo1Cg4ODtDX13/scS5fvoxLly7h7NmzSElJwa+//gqZTAY/Pz8EBQXBz88PMplMRe+M4zgt0LPF8o9yc3ORnJyMlJQUnDlzBqWlpQAAIyMjjBgxAubm5hg8eDBMTU1hYGAAXV1d9O3bF7q6uqipqUFzczNqampQXV2NGzduoKysDEVFRfjll1/Q1NQEiUQCe3t7PPvss/D29oa3tzfv59oL3b9/H+np6UhJSUFycjLOnTuHuro6CIKAIUOGwMrKCpaWljA3N8eAAQNgaGgIQRBgaGgI4Le2e0SEqqoqlJeX49atWyguLkZhYSEKCwtBRJDJZBg7diy8vb3x7LPPwt3dHX369GH8zjmOY0S9xfKPKisrkZOTg8uXL+Pq1au4desWSkpKUFZWhurqajQ2NqKurg5NTU2QyWSQSqXQ19dH//79MWjQIJibm8PS0hIjR46Eo6MjHBwc+BZaTyAiwvXr15Gbm4vLly/jxo0bKCkpwc2bN1FZWYl79+5BoVCgqqoKwG9t90QiEQwMDGBiYqL8HFlaWsLR0RFOTk4YOnQoBEFg/M44jtMQbIslx3Ecx2mBrjVS5ziO47gnGS+WHMdxHPcQvFhyHMdx3ENIABxkHYLjOI7jNFjG/wE47+KoKQ//kwAAAABJRU5ErkJggg==",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pgmpy.models import LinearGaussianBayesianNetwork\n",
    "\n",
    "random_model = LinearGaussianBayesianNetwork.get_random(n_nodes=8, edge_prob=0.4, latents=True)\n",
    "\n",
    "# Visualize the network\n",
    "viz = random_model.to_graphviz()\n",
    "viz.draw('random.png', prog='dot')\n",
    "Image('random.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Nodes in the model: [1, 3, 4, 6, 2, 5, 0, 7] \n",
      "\n",
      "Edges in the model: [(1, 3), (1, 4), (1, 6), (3, 4), (3, 6), (2, 3), (2, 5), (2, 6), (5, 6)] \n",
      "\n",
      "CPDs in the model: \n",
      "[<LinearGaussianCPD: P(1) = N(-2.21; 0.827) at 0x7f3343d135c0,\n",
      " <LinearGaussianCPD: P(3 | 1, 2) = N(0.175*1 + 0.239*2 + -0.613; 1.104) at 0x7f3343de9220,\n",
      " <LinearGaussianCPD: P(4 | 1, 3) = N(-1.934*1 + -0.129*3 + 2.26; 0.161) at 0x7f3342fa41d0,\n",
      " <LinearGaussianCPD: P(6 | 1, 2, 3, 5) = N(-0.155*1 + -1.011*2 + 1.768*3 + 1.358*5 + 0.152; 1.428) at 0x7f334210bd70,\n",
      " <LinearGaussianCPD: P(2) = N(0.627; 0.696) at 0x7f3342109ca0,\n",
      " <LinearGaussianCPD: P(5 | 2) = N(2.181*2 + 0.738; 1.892) at 0x7f3342109370,\n",
      " <LinearGaussianCPD: P(0) = N(-0.218; 1.09) at 0x7f334210a6c0,\n",
      " <LinearGaussianCPD: P(7) = N(0.815; 2.665) at 0x7f334210b770]\n"
     ]
    }
   ],
   "source": [
    "import pprint\n",
    "\n",
    "# Access attributes of the model\n",
    "nodes = random_model.nodes()\n",
    "edges = random_model.edges()\n",
    "cpds = random_model.get_cpds()\n",
    "\n",
    "print(f\"Nodes in the model: {nodes} \\n\")\n",
    "print(f\"Edges in the model: {edges} \\n\")\n",
    "print(f\"CPDs in the model: \")\n",
    "pprint.pp(cpds)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Generate random CPDs for a given network structure"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Nodes in the model: ['Pollution', 'Cancer', 'Smoker', 'Xray', 'Dyspnoea'] \n",
      "\n",
      "Edges in the model: [('Pollution', 'Cancer'), ('Cancer', 'Xray'), ('Cancer', 'Dyspnoea'), ('Smoker', 'Cancer')] \n",
      "\n",
      "CPDs in the model: \n",
      "[<LinearGaussianCPD: P(Pollution) = N(-1.376; 0.535) at 0x7f33421092e0,\n",
      " <LinearGaussianCPD: P(Cancer | Pollution, Smoker) = N(0.962*Pollution + -1.622*Smoker + -2.056; 0.313) at 0x7f345df37410,\n",
      " <LinearGaussianCPD: P(Smoker) = N(1.722; 0.653) at 0x7f345df364e0,\n",
      " <LinearGaussianCPD: P(Xray | Cancer) = N(-1.351*Cancer + 0.498; 1.734) at 0x7f345df35cd0,\n",
      " <LinearGaussianCPD: P(Dyspnoea | Cancer) = N(-0.058*Cancer + -0.241; 2.068) at 0x7f345df36870]\n"
     ]
    }
   ],
   "source": [
    "# Taking the example of the cancer model. \n",
    "\n",
    "cancer_random = LinearGaussianBayesianNetwork(\n",
    "    [\n",
    "        (\"Pollution\", \"Cancer\"),\n",
    "        (\"Smoker\", \"Cancer\"),\n",
    "        (\"Cancer\", \"Xray\"),\n",
    "        (\"Cancer\", \"Dyspnoea\"),\n",
    "    ]\n",
    ")\n",
    "\n",
    "cancer_random.get_random_cpds(inplace=True)\n",
    "\n",
    "# Access attributes of the model\n",
    "nodes = cancer_random.nodes()\n",
    "edges = cancer_random.edges()\n",
    "cpds = cancer_random.get_cpds()\n",
    "\n",
    "print(f\"Nodes in the model: {nodes} \\n\")\n",
    "print(f\"Edges in the model: {edges} \\n\")\n",
    "print(f\"CPDs in the model: \")\n",
    "pprint.pp(cpds)"
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
